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automation-skills
75 / 100 · Review before installing
Check before installing. Some of what it can do is expected: a research skill usually looks things up on the internet.
By brycewang-stanford/Auto-Empirical-Research-Skills (GitHub) · research · 5,016 stars · scanned at commit 8684584
10 research automation skills. Trigger: automating experiments, tracking results, reproducible pipelines. Design: ML experiment management, workflow orchestration, and lab automation tools.
Works with any agent that supports SKILL.md skills.
What this skill can do
Runs commands on your computer
The author does not mention this.
Found in 22 places.
Show 17 more
- skills/43-wentorai-research-plugins/skills/research/automation/ai-scientist-v2-guide/SKILL.md, line 212
python run_scientist.py \ - skills/43-wentorai-research-plugins/skills/research/automation/aim-experiment-guide/SKILL.md, line 28
pip install aim - skills/43-wentorai-research-plugins/skills/research/automation/aim-experiment-guide/SKILL.md, line 34
cd /path/to/research-project - skills/43-wentorai-research-plugins/skills/research/automation/aim-experiment-guide/SKILL.md, line 41
aim up - skills/43-wentorai-research-plugins/skills/research/automation/aim-experiment-guide/SKILL.md, line 49
aim up --host 0.0.0.0 --port 43800 - skills/43-wentorai-research-plugins/skills/research/automation/aim-experiment-guide/SKILL.md, line 223
du -sh .aim/ - skills/43-wentorai-research-plugins/skills/research/automation/data-collection-automation/SKILL.md, line 232
0 6 * * * cd /path/to/project && python collect_data.py >> logs/collection.log 2>&1 - skills/43-wentorai-research-plugins/skills/research/automation/kedro-pipeline-guide/SKILL.md, line 28
pip install kedro - skills/43-wentorai-research-plugins/skills/research/automation/kedro-pipeline-guide/SKILL.md, line 34
kedro new --name my-research-project --tools lint,test,docs - skills/43-wentorai-research-plugins/skills/research/automation/kedro-pipeline-guide/SKILL.md, line 65
pip install -e ".[dev]" - skills/43-wentorai-research-plugins/skills/research/automation/kedro-pipeline-guide/SKILL.md, line 165
kedro run - skills/43-wentorai-research-plugins/skills/research/automation/kedro-pipeline-guide/SKILL.md, line 171
kedro run --pipeline data_processing - skills/43-wentorai-research-plugins/skills/research/automation/kedro-pipeline-guide/SKILL.md, line 178
pip install kedro-viz - skills/43-wentorai-research-plugins/skills/research/automation/kedro-pipeline-guide/SKILL.md, line 196
kedro run --runner=ParallelRunner - skills/43-wentorai-research-plugins/skills/research/automation/kedro-pipeline-guide/SKILL.md, line 206
kedro jupyter notebook - skills/43-wentorai-research-plugins/skills/research/automation/rd-agent-guide/SKILL.md, line 27
git clone https://github.com/microsoft/RD-Agent.git - skills/43-wentorai-research-plugins/skills/research/automation/rd-agent-guide/SKILL.md, line 41
export OPENAI_API_KEY=$OPENAI_API_KEY
and 2 more places
Downloads and installs other software
The author does not mention this.
Found in 10 places.
Show 7 more
Connects to the internet
The author does not mention this. Expected for a research skill.
Found in 10 places.
Show 7 more
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'automation-skills' ] || [ -L ~/.agents/skills/'automation-skills' ]; then echo 'A skill folder named automation-skills already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/brycewang-stanford/Auto-Empirical-Research-Skills' "$d" && git -C "$d" checkout --quiet '8684584e7d1127940f018157d2c579974fae8f79' -- 'skills/43-wentorai-research-plugins/skills/research/automation' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/43-wentorai-research-plugins/skills/research/automation' ~/.agents/skills/'automation-skills' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'automation-skills' ~/.claude/skills/'automation-skills' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for brycewang-stanford/Auto-Empirical-Research-Skills shows the score of its lowest-scoring skill.

[](https://zalavijaysinh.github.io/skilltrust/repos/brycewang-stanford/Auto-Empirical-Research-Skills/)
Score history
| Date | Version | Score |
|---|
| 2026-11-10 | 8684584 | 75 |
| 2026-11-08 | bfa0a6e | 75 |
| 2026-11-07 | bfa0a6e | 55 |